{"id":"W4285171805","doi":"10.2139/ssrn.4105039","title":"Methodology for the Nocturnal Cardiac Arrhythmia Ancillary Study of the ADVENT-HF Trial in Patients with Heart Failure with Reduced Ejection Fraction and Sleep-Disordered Breathing","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Ejection fraction; Heart failure; Sleep disordered breathing; Cardiology; Medicine; Internal medicine; Nocturnal; Central sleep apnea; Breathing; Anesthesia; Polysomnography; Obstructive sleep apnea; Apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01046867,0.002039731,0.002365742,0.0005940036,0.0006346866,0.001254969,0.0007665345,0.001161941,0.01297106],"category_scores_gemma":[0.01401778,0.000865092,0.003828893,0.0007040288,0.0005016422,0.0006196798,0.00106239,0.001900012,0.001386181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004930539,"about_ca_system_score_gemma":0.00158969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544689,"about_ca_topic_score_gemma":0.002141819,"domain_scores_codex":[0.9883751,0.007957441,0.000858799,0.001565307,0.0006657186,0.0005776391],"domain_scores_gemma":[0.9974807,0.0008032592,0.0005191496,0.0006491816,0.0003329993,0.0002147491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.7118019,0.003496036,0.08378601,0.002547821,0.02627965,0.0004203873,0.0006314522,0.003454451,0.008193706,0.008767833,0.03054838,0.1200724],"study_design_scores_gemma":[0.4609534,0.05261172,0.3380587,0.0008165552,0.02366562,0.0006733466,0.0004996017,0.02264865,0.003642056,0.01529166,0.08049227,0.0006464426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6400245,0.009774445,0.1104163,0.003979245,0.007336201,0.161833,0.04156407,0.001295765,0.02377656],"genre_scores_gemma":[0.656119,0.0008408407,0.06805394,0.002047343,0.001022483,0.25061,0.01026283,0.0002586099,0.01078484],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01297106,"threshold_uncertainty_score":0.05536425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253596724983968,"score_gpt":0.2558740440780889,"score_spread":0.2433380768282493,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}